============================= test session starts ==============================
platform linux -- Python 3.10.10, pytest-7.2.2, pluggy-1.0.0
rootdir: /home/frasermince/portability, configfile: pyproject.toml
plugins: hypothesis-6.70.2, xdist-3.2.1, forked-1.6.0, metadata-2.0.4, json-report-1.5.0, timeout-2.1.0
timeout: 300.0s
timeout method: signal
timeout func_only: False
collected 27 items

src/tensorflow_tests_reduced/Normal_test.py Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
init_4: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
init_4: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Exp_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
init_5: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
init_4: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/Sign: (Sign): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Abs_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
init_4: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Exp_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
init_5: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s0_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/cdf/ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/cdf/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_6_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_1/Normal/log_cdf/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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gradients_1/Normal/log_cdf/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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gradients_1/Normal/log_cdf/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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gradients_2/Normal/survival_function/ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_2/Normal/survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_5_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_4_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_3_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/SelectV2_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_4_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erf_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Erfc_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/mul_2_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Maximum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/log_ndtr/Minimum_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape: (ConstITEM <TestCaseFunction testFiniteGradientAtDifficultPoints>
.): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_3/Normal/log_survival_function/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_4/Normal/log_prob/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/mul_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients_5/Normal/prob/standardize/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhoITEM <TestCaseFunction testNegativeSigmaFails>
.st/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
reduction__indices: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
All: (All): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:ITEM <TestCaseFunction testNormalCDF>
.0/task:0/device:GPU:0
Normal/cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/cdf/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
condition: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
t: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
e: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/inpuITEM <TestCaseFunction testNormalEntropy>
.t: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity):ITEM <TestCaseFunction testNormalEntropyWithScalarInputs>
. /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/entropy/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replITEM <TestCaseFunction testNormalFullyReparameterized>
.ica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
values_0: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
values_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
axis: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
ConcatV2: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
shape: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
begin: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
end: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
strides: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
StridedSlice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
tensor: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
shape: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
s0: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
s1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
r0_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
r1_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
reduction__indices: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_cdf/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
condition: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
t: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
e: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:locITEM <TestCaseFunction testNormalLogCDF>
.alhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
ZerosLike: (ZerosLike): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_2/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_2/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_3/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: ITEM <TestCaseFunction testNormalLogPDF>
.(_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_2/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/prob/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_2/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_3/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Square: (Square): /job:localhost/replica:0/task:0/deITEM <TestCaseFunction testNormalLogPDFMultidimensional>
.vice:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Exp: (Exp): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Abs_1: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erf_1: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_2: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Erfc_3: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Neg_2: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Log_2: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/half_sqrt_2_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Greater_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/sub_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/log_survival_function/log_ndtr/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
condition: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
t: (_Arg): /job:localhost/replica:0/task:0/devicITEM <TestCaseFunction testNormalLogSurvivalFunction>
.e:GPU:0
e: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
ZerosLike: (ZerosLike): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean_1/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean_1/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean_1/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean_1/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mode/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mode/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mode_1/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mode_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean_1/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mean_1/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mode/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mode/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mode_1/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/mode_1/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /joITEM <TestCaseFunction testNormalMeanAndMode>
.b:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/Square_1: (Square): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/SquaredDifference: (SquaredDifference): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
KullbackLeibler/kl_normal_normal/Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
SquaredDifference: (SquaredDifference): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replicITEM <TestCaseFunction testNormalNormalKL>
.a:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_8: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_7: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_9: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_8: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_10: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_9: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_11: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_10: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_12: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_11: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_13: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_12: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_14: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_13: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_15: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_14: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_16: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_17: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Sqrt: (Sqrt): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_18: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_15: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_19: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_16: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_20: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_17: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_21: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_18: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_22: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_19: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_23: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_20: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_24: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_21: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_25: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_22: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_26: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_23: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_3: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_27: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_24: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_28: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_25: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_29: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_26: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_30: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_27: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_31: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_28: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_32: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_29: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_33: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_30: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_34: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_31: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_35: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_32: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_4: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_5: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_6: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_36: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_33: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_37: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_34: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_38: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_35: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_39: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_36: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_40: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_37: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_41: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_38: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_42: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_39: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_43: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_40: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_44: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_41: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_7: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_45: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_42: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_46: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_43: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_47: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_44: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_48: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_45: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_49: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_46: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_50: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_47: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_51: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_48: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_52: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_49: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_53: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_50: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_8: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_9: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill_1: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual_1: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual_1: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_6: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/reconstruct/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/reconstruct/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/pow/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_6/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_7/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_8/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_9/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_10/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_11/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_12/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_13/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_16/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_17/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_15/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_16/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_17/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_18/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_19/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_20/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_21/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_22/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_23/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_24/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_25/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_26/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_27/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_28/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_29/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_30/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_31/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_32/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_6/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_33/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_34/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_35/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_36/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_37/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_38/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_39/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_40/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_41/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_7/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_42/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_43/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_44/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_45/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_46/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_47/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_48/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_49/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_50/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_8: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_7: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_9: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_8: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_10: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_9: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_11: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_10: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_12: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_11: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_13: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_12: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_14: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_13: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_15: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_14: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_16: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_17: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Sqrt: (Sqrt): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_18: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_15: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_19: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_16: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_20: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_17: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_21: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_18: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_22: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_19: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_23: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_20: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_24: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_21: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_25: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_22: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_26: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_23: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_3: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_27: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_24: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_28: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_25: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_29: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_26: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_30: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_27: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_31: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_28: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_32: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_29: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_33: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_30: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_34: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_31: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_35: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_32: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_4: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_5: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_6: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_36: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_33: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_37: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_34: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_38: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_35: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_39: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_36: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_40: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_37: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_41: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_38: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_42: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_39: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_43: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_40: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_44: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_41: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_7: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_45: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_42: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_46: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_43: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_47: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_44: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_48: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_45: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_49: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_46: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_50: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_47: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_51: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_48: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_52: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_49: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_53: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_50: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_8: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_9: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill_1: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual_1: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual_1: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_6: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/reconstruct/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/reconstruct/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/pow/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_6/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_7/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_8/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_9/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_10/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_11/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_12/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_13/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_16/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_17/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_15/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_16/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_17/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_18/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_19/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_20/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_21/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_22/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_23/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_24/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_25/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_26/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_27/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_28/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_29/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_30/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_31/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_32/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_6/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_33/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_34/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_35/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_36/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_37/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_38/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_39/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_40/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_41/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_7/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_42/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_43/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_44/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_45/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_46/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_47/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_48/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_49/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_50/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
condition: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
t: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
e: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localITEM <TestCaseFunction testNormalQuantile>
.host/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
ZerosLike: (ZerosLike): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Sqrt: (Sqrt): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/sample_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/values_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/sample_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/values_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
values_0: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
values_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
axis: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
ConcatV2: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
shape: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/ITEM <TestCaseFunction testNormalSample>
.replica:0/task:0/device:CPU:0
begin: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
end: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
strides: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
StridedSlice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
tensor: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
shape: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/sample_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/values_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/sample_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/values_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/ITEM <TestCaseFunction testNormalSampleMultiDimensional>
.random_normal/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
values_0: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
values_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
axis: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
ConcatV2: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
shape: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
begin: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
end: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
strides: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
StridedSlice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
tensor: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
shape: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/event_shape_tensor/event_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPITEM <TestCaseFunction testNormalShape>
.ITEM <TestCaseFunction testNormalShapeWithPlaceholders>
.ITEM <TestCaseFunction testNormalStandardDeviation>
.U:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:GPU:0
Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:GPU:0
Normal/event_shape_tensor/event_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/BroadcastArgs: (BroadcastArgs): /job:localhost/replica:0/task:0/device:GPU:0
Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:GPU:0
Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:GPU:0
Normal/event_shape_tensor/event_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/stddev/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/stddev/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/stddev_1/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/stddev_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/stddev/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/stddev/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/stddev_1/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/stddev_1/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/standardize/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Erfc_1: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/half_sqrt_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/survival_function/ndtr/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor_1/batch_ITEM <TestCaseFunction testNormalSurvivalFunction>
.shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Abs: (Abs): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Erf: (Erf): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Erfc: (Erfc): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
condition: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
t: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
e: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance_1/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance_1/Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance_1/oITEM <TestCaseFunction testNormalVariance>
.ITEM <TestCaseFunction testNormalWithSoftplusScale>
.nes_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/variance_1/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Square: (Square): /job:localhost/replica:0/task:0/device:GPU:0
y_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
NormalWithSoftplusScale/softplus_scale: (Softplus): /job:localhost/replica:0/task:0/device:GPU:0
NormalWithSoftplusScale/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
NormalWithSoftplusScale/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
ones: (Const): /job:localhost/replica:0/task:0/device:GPU:0
mul/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
NormalWithSoftplusScale/softplus_scale: (Softplus): /job:localhost/replica:0/task:0/device:GPU:0
NormalWithSoftplusScale/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
NormalWithSoftplusScale/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Softplus: (Softplus): /job:localhost/replica:0/task:0/device:GPU:0
zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
ones: (Const): /job:localhost/replica:0/task:0/device:GPU:0
mul/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
features: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Softplus: (Softplus): /job:localhost/replica:0/task:0/device:GPU:0
activations_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
DistributionParamShapes/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
zeros: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
ones: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
DistributionParamShapes/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
ones/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/sample_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/values_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
zeros: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
ones: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
DistributionParamShapes/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
ones/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/sample_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/values_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
zeros: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
ones: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
zeros_1: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
ones_1: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/random_normal/RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/random_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/random_normal: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
DistributionParamShapes/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
ones/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/sample_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/values_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/random_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/sample/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
zeros_1/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
ones_1/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/sample_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/batch_shape_tensor/batch_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/concat/values_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/concat/axis: (Const): /job:localhost/replica:0ITEM <TestCaseFunction testParamShapes>
.ITEM <TestCaseFunction testParamStaticShapes>
./task:0/device:GPU:0
Normal_1/sample/random_normal/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/random_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal_1/sample/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
values_0: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
values_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
axis: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
ConcatV2: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
shape: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
RandomStandardNormal: (RandomStandardNormal): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
y: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
AddV2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
begin: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
end: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
strides: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
StridedSlice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
tensor: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
shape: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_8: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_7: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_9: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_8: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_10: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_9: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_11: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_10: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_12: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_11: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_13: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_12: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_14: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_13: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_15: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_14: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_16: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_17: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Sqrt: (Sqrt): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_18: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_15: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_19: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_16: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_20: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_17: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_21: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_18: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_22: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_19: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_23: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_20: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_24: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_21: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_25: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_22: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_26: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_23: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_3: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_27: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_24: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_28: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_25: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_29: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_26: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_30: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_27: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_31: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_28: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_32: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_29: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_33: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_30: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_34: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_31: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_35: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_32: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_4: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_5: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_6: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_36: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_33: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_37: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_34: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_38: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_35: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_39: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_36: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_40: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_37: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_41: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_38: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_42: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_39: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_43: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_40: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_44: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_41: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_7: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_45: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_42: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_46: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_43: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_47: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_44: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_48: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_45: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_49: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_46: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_50: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_47: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_51: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_48: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_52: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_49: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_53: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_50: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_8: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_9: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill_1: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual_1: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual_1: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_6: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/reconstruct/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/reconstruct/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_16_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_16_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_15_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_15_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_23_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_23_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_41_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_41_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_50_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_52_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_48_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_48_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_12_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_12_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_24_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_24_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_33_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_33_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_42_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_42_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_51_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_38_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_38_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_47_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_47_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_11_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_11_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_23_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_23_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_32_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_32_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_41_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_41_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_50_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_10_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_31_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_49_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_49_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_29_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_38_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_38_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_47_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_47_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_7_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_7_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_19_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_19_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_28_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_28_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_37_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_37_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_46_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_46_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_24_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_24_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_42_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_42_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_18_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_18_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_27_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_27_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_36_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_36_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_45_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_45_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Select: (Select): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Select_1: (Select): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Sqrt_grad/SqrtGrad: (SqrtGrad): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/pow/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_6/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_7/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_8/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_9/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_10/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_11/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_12/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_13/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_16/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_17/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_15/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_16/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_17/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_18/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_19/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_20/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_21/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_22/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_23/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_24/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_25/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_26/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_27/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_28/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_29/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_30/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_31/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_32/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_6/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_33/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_34/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_35/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_36/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_37/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_38/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_39/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_40/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_41/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_7/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_42/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_43/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_44/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_45/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_46/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_47/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_48/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_49/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_50/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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Normal/quantile/ndtri/LessEqual_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_44_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_44_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_44_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_6_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_6_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_6_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_16_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_16_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_16_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_25_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_25_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_25_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_34_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_34_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_34_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_43_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_43_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_43_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_5_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_5_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_15_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_15_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_15_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_24_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_24_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_24_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_33_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_33_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_33_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_42_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_42_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_42_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/sub/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/ones_like/Shape/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_1_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_1_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/NormaITEM <TestCaseFunction testQuantileFiniteGradientAtDifficultPointsFloat32>
.l/quantile/ndtri/SelectV2_grad/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/loc: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/scale: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_1: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_2: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_3: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_4: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_5: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_6: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_8: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_7: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_9: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_8: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_10: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_9: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_11: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_10: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_12: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_11: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_13: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_12: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_14: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_13: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_15: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_14: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_16: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_17: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Sqrt: (Sqrt): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Log_1: (Log): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_18: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_15: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_19: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_16: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_20: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_17: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_21: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_18: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_22: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_19: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_23: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_20: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_24: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_21: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_25: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_22: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_26: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_23: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_3: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_27: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_24: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_28: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_25: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_29: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_26: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_30: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_27: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_31: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_28: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_32: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_29: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_33: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_30: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_34: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_31: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_35: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_32: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_4: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_5: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_6: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_36: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_33: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_37: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_34: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_38: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_35: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_39: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_36: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_40: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_37: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_41: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_38: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_42: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_39: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_43: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_40: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_44: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_41: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_7: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_45: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_42: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_46: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_43: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_47: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_44: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_48: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_45: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_49: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_46: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_50: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_47: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_51: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_48: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_52: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_49: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_53: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_50: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_8: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_9: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_4: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_1: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_3: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_2: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_4: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill_1: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual_1: (LessEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Neg_1: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual_1: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_5: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/SelectV2_6: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/reconstruct/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/reconstruct/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Neg_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_16_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_16_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_15_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_15_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_23_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_23_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Log_1_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Log_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_41_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_41_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_50_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_50_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_14_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_14_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_26_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_26_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_35_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_48_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_24_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_24_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_33_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_33_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_42_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_42_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_51_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_51_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_47_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_11_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_11_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_23_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_23_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_32_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_32_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_41_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_41_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_50_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_19_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_10_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_49_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_9_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_7_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_7_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_19_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_19_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_28_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_28_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_37_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_37_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_46_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_46_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/add_42_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/Normal/quantile/ndtri/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_18_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_18_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_27_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_27_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_36_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_36_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_45_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_45_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Greater: (Greater): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Select: (Select): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Log: (Log): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Select_1: (Select): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/pow_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/truediv_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Sqrt_grad/SqrtGrad: (SqrtGrad): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/mul_17_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Log_grad/Reciprocal: (Reciprocal): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/Log_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/SelectV2: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/SelectV2_1: (SelectV2): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/BroadcastGradientArgs_1: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/SelectV2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/ndtri/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Fill/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/sub_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/pow/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_5/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_6/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_7/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_8/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_9/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_10/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_11/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_12/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_13/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_16/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/mul_17/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_15/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_16/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_17/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_18/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_19/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_20/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_21/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_22/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_23/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_24/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_25/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_26/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_27/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_28/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_29/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_30/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_31/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_32/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_6/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_33/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_34/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_35/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_36/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_37/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_38/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_39/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_40/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_41/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/truediv_7/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/zeros_like_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_42/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_43/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_44/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_45/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_46/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_47/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_48/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_49/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/add_50/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Greater_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/LessEqual_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Normal/quantile/ndtri/GreaterEqual_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/BroadcastGradientArgs/s0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/BroadcastGradientArgs/s1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/Sum/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
gradients/Normal/quantile/reconstruct/add_grad/Reshape/shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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.

--------------------------------- JSON report ----------------------------------
report saved to: test_failure_report.json
============================= 27 passed in 11.24s ==============================
alhost/replica:0/task:0/device:GPU:0
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Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
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x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
ZerosLike: (ZerosLike): /job:localhost/replica:0/task:0/device:GPU:0
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input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
dims: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
value: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
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Pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0
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Sqrt: (Sqrt): /job:localhost/replica:0/task:0/device:GPU:0
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GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
z_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
